How do you check code produced by several agents?
Review each change against the original need and a case the agent did not choose. A reminder may work normally but send twice after a retry. A human reviewer should be able to read the test and understand the decision.
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How much freedom should an AI agent have over your software?
An agent can prepare a change, write a test or review a modification. The permissions it needs depend on the environment.
AI agent or conventional automation?
If inputs are structured and the rule is stable, test an explicit rule first. An agent may help with unstructured input.
Does software built with agents need AI in production?
An agent can write portal code without the deployed portal calling a model. An automatic summarisation feature may introduce that dependency.